Llama 4: replaced zero token prices with null: downloadable weights do not establish free hosted inference or a universal API price
Meta clarifies pricing strategy for Llama 4, distinguishing between model weights and hosted inference costs.
Replaced zero token prices with null: downloadable weights do not establish free hosted inference or a universal API price — verified by the OnAirToday AI Progress Tracker against Meta's published documentation.
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The OnAirToday AI Progress Tracker recorded a verified change to Meta's Llama 4 (version Scout / Maverick): Replaced zero token prices with null: downloadable weights do not establish free hosted inference or a universal API price.
Meta's documented April 2025 Llama 4 release comprises Scout and Maverick, open-weight mixture-of-experts models accepting text and images and generating text; the benchmark figures below are vendor-reported Maverick results, with AIME referring to AIME 2024. Live documentation and the supplied 2026 reports could not be independently checked here, so this response does not establish the current September 2026 release or incident status.
What changed in this review:
- Clarified that benchmark figures are vendor-reported Maverick results; AIME refers to AIME 2024.
- No incidents verified from supplied excerpts; aggregate incident counts and conditional vulnerability reports do not establish actual Llama 4 exploitation.
- September 2026 status and any newer releases remain unverified because live source access was unavailable.
- Risks and threats updated
Teams building on Llama 4 should confirm limits, pricing and benchmark coverage against the vendor's own documentation before relying on these figures.
The full profile — capabilities, benchmark citations, known flaws and risk guidance — is on the tracker at /ai-models/llama-4.
References:
- https://ai.meta.com/blog/llama-4-multimodal-intelligence/
- https://huggingface.co/meta-llama/Llama-4-Scout-17B-16E-Instruct
- https://huggingface.co/meta-llama/Llama-4-Maverick-17B-128E-Instruct
Generated insight by OnAirToday AI
Meta's shift toward null pricing for Llama 4 clarifies the distinction between open-weight access and free commercial infrastructure. This adjustment forces enterprises to better account for deployment overhead rather than assuming zero-cost scaling.

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